Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 6172 |
| Missing cells | 461 |
| Missing cells (%) | 0.6% |
| Duplicate rows | 1 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 2.4 MiB |
| Average record size in memory | 414.0 B |
Variable types
| Text | 2 |
|---|---|
| Categorical | 2 |
| DateTime | 1 |
| Numeric | 8 |
| Dataset has 1 (< 0.1%) duplicate rows | Duplicates |
EU_Sales is highly overall correlated with Global_Sales and 2 other fields | High correlation |
Global_Sales is highly overall correlated with EU_Sales and 2 other fields | High correlation |
NA_Sales is highly overall correlated with EU_Sales and 2 other fields | High correlation |
Other_Sales is highly overall correlated with EU_Sales and 2 other fields | High correlation |
user_review has 357 (5.8%) missing values | Missing |
Year has 103 (1.7%) missing values | Missing |
NA_Sales has 501 (8.1%) zeros | Zeros |
EU_Sales has 773 (12.5%) zeros | Zeros |
JP_Sales has 4287 (69.5%) zeros | Zeros |
Other_Sales has 1198 (19.4%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-12 18:44:49.346683 |
|---|---|
| Analysis finished | 2025-03-12 18:44:53.641031 |
| Duration | 4.29 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Name
Text
| Distinct | 4027 |
|---|---|
| Distinct (%) | 65.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 468.4 KiB |
Length
| Max length | 66 |
|---|---|
| Median length | 48 |
| Mean length | 20.698801 |
| Min length | 2 |
Unique
| Unique | 2762 ? |
|---|---|
| Unique (%) | 44.8% |
Sample
| 1st row | The Legend of Zelda: Ocarina of Time |
|---|---|
| 2nd row | Tony Hawk's Pro Skater 2 |
| 3rd row | Grand Theft Auto IV |
| 4th row | SoulCalibur |
| 5th row | Grand Theft Auto IV |
| Value | Count | Frequency (%) |
| the | 1124 | 5.2% |
| of | 841 | 3.9% |
| 2 | 502 | 2.3% |
| 3 | 262 | 1.2% |
| 147 | 0.7% | |
| ii | 139 | 0.6% |
| world | 121 | 0.6% |
| nba | 115 | 0.5% |
| wars | 110 | 0.5% |
| nfl | 104 | 0.5% |
| Other values (3661) | 18286 |
Most occurring characters
| Value | Count | Frequency (%) |
| 15579 | 12.2% | |
| e | 10513 | 8.2% |
| a | 8138 | 6.4% |
| o | 7516 | 5.9% |
| r | 7212 | 5.6% |
| n | 6382 | 5.0% |
| i | 6226 | 4.9% |
| t | 5724 | 4.5% |
| s | 4926 | 3.9% |
| l | 4296 | 3.4% |
| Other values (67) | 51241 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 127753 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 15579 | 12.2% | |
| e | 10513 | 8.2% |
| a | 8138 | 6.4% |
| o | 7516 | 5.9% |
| r | 7212 | 5.6% |
| n | 6382 | 5.0% |
| i | 6226 | 4.9% |
| t | 5724 | 4.5% |
| s | 4926 | 3.9% |
| l | 4296 | 3.4% |
| Other values (67) | 51241 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 127753 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 15579 | 12.2% | |
| e | 10513 | 8.2% |
| a | 8138 | 6.4% |
| o | 7516 | 5.9% |
| r | 7212 | 5.6% |
| n | 6382 | 5.0% |
| i | 6226 | 4.9% |
| t | 5724 | 4.5% |
| s | 4926 | 3.9% |
| l | 4296 | 3.4% |
| Other values (67) | 51241 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 127753 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 15579 | 12.2% | |
| e | 10513 | 8.2% |
| a | 8138 | 6.4% |
| o | 7516 | 5.9% |
| r | 7212 | 5.6% |
| n | 6382 | 5.0% |
| i | 6226 | 4.9% |
| t | 5724 | 4.5% |
| s | 4926 | 3.9% |
| l | 4296 | 3.4% |
| Other values (67) | 51241 |
Platform
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 391.6 KiB |
| PlayStation 2 | |
|---|---|
| Xbox 360 | |
| PlayStation 3 | |
| PC | |
| Xbox | |
| Other values (13) |
Length
| Max length | 16 |
|---|---|
| Median length | 11 |
| Mean length | 7.9460467 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Nintendo 64 |
|---|---|
| 2nd row | PlayStation |
| 3rd row | PlayStation 3 |
| 4th row | Dreamcast |
| 5th row | Xbox 360 |
Common Values
| Value | Count | Frequency (%) |
| PlayStation 2 | 1042 | |
| Xbox 360 | 714 | |
| PlayStation 3 | 644 | |
| PC | 608 | |
| Xbox | 583 | |
| DS | 474 | |
| Wii | 384 | 6.2% |
| GameCube | 352 | 5.7% |
| PSP | 343 | 5.6% |
| Game Boy Advance | 292 | 4.7% |
| Other values (8) | 736 |
Length
| Value | Count | Frequency (%) |
| playstation | 2076 | |
| xbox | 1400 | |
| 2 | 1042 | |
| 360 | 714 | 7.4% |
| 3 | 644 | 6.7% |
| pc | 608 | 6.3% |
| ds | 474 | 4.9% |
| wii | 438 | 4.6% |
| gamecube | 352 | 3.7% |
| psp | 343 | 3.6% |
| Other values (11) | 1530 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 5205 | 10.6% |
| t | 4311 | 8.8% |
| o | 3823 | 7.8% |
| 3449 | 7.0% | |
| P | 3370 | 6.9% |
| i | 3098 | 6.3% |
| S | 3014 | 6.1% |
| n | 2581 | 5.3% |
| y | 2368 | 4.8% |
| l | 2076 | 4.2% |
| Other values (26) | 15748 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 5205 | 10.6% |
| t | 4311 | 8.8% |
| o | 3823 | 7.8% |
| 3449 | 7.0% | |
| P | 3370 | 6.9% |
| i | 3098 | 6.3% |
| S | 3014 | 6.1% |
| n | 2581 | 5.3% |
| y | 2368 | 4.8% |
| l | 2076 | 4.2% |
| Other values (26) | 15748 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 5205 | 10.6% |
| t | 4311 | 8.8% |
| o | 3823 | 7.8% |
| 3449 | 7.0% | |
| P | 3370 | 6.9% |
| i | 3098 | 6.3% |
| S | 3014 | 6.1% |
| n | 2581 | 5.3% |
| y | 2368 | 4.8% |
| l | 2076 | 4.2% |
| Other values (26) | 15748 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 5205 | 10.6% |
| t | 4311 | 8.8% |
| o | 3823 | 7.8% |
| 3449 | 7.0% | |
| P | 3370 | 6.9% |
| i | 3098 | 6.3% |
| S | 3014 | 6.1% |
| n | 2581 | 5.3% |
| y | 2368 | 4.8% |
| l | 2076 | 4.2% |
| Other values (26) | 15748 |
release_date
Date
| Distinct | 1944 |
|---|---|
| Distinct (%) | 31.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.3 KiB |
| Minimum | 1996-03-30 00:00:00 |
|---|---|
| Maximum | 2020-08-18 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
meta_score
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.974401 |
| Minimum | 22 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.3 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 57 |
| Q1 | 66 |
| median | 74 |
| Q3 | 81 |
| 95-th percentile | 90 |
| Maximum | 99 |
| Range | 77 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.691893 |
|---|---|
| Coefficient of variation (CV) | 0.16021911 |
| Kurtosis | 1.7530867 |
| Mean | 72.974401 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.87312041 |
| Sum | 450398 |
| Variance | 136.70037 |
| Monotonicity | Decreasing |
| Value | Count | Frequency (%) |
| 80 | 224 | 3.6% |
| 70 | 223 | 3.6% |
| 78 | 222 | 3.6% |
| 75 | 218 | 3.5% |
| 71 | 214 | 3.5% |
| 76 | 211 | 3.4% |
| 74 | 210 | 3.4% |
| 73 | 206 | 3.3% |
| 77 | 203 | 3.3% |
| 81 | 203 | 3.3% |
| Other values (68) | 4038 |
| Value | Count | Frequency (%) |
| 22 | 2 | < 0.1% |
| 23 | 3 | |
| 24 | 3 | |
| 25 | 4 | |
| 26 | 7 | |
| 27 | 4 | |
| 28 | 6 | |
| 29 | 3 | |
| 30 | 4 | |
| 31 | 3 |
| Value | Count | Frequency (%) |
| 99 | 1 | < 0.1% |
| 98 | 4 | 0.1% |
| 97 | 12 | 0.2% |
| 96 | 19 | 0.3% |
| 95 | 17 | 0.3% |
| 94 | 36 | |
| 93 | 42 | |
| 92 | 56 | |
| 91 | 74 | |
| 90 | 83 |
user_review
Real number (ℝ)
Missing 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 357 |
| Missing (%) | 5.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.372485 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 7 |
| median | 8 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2614251 |
|---|---|
| Coefficient of variation (CV) | 0.17109904 |
| Kurtosis | 2.4556693 |
| Mean | 7.372485 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.3666 |
| Sum | 42871 |
| Variance | 1.5911933 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 2645 | |
| 7 | 1305 | |
| 9 | 722 | 11.7% |
| 6 | 703 | 11.4% |
| 5 | 206 | 3.3% |
| 4 | 146 | 2.4% |
| 3 | 55 | 0.9% |
| 2 | 30 | 0.5% |
| 10 | 2 | < 0.1% |
| 1 | 1 | < 0.1% |
| (Missing) | 357 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 30 | 0.5% |
| 3 | 55 | 0.9% |
| 4 | 146 | 2.4% |
| 5 | 206 | 3.3% |
| 6 | 703 | 11.4% |
| 7 | 1305 | |
| 8 | 2645 | |
| 9 | 722 | 11.7% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 2 | < 0.1% |
| 9 | 722 | 11.7% |
| 8 | 2645 | |
| 7 | 1305 | |
| 6 | 703 | 11.4% |
| 5 | 206 | 3.3% |
| 4 | 146 | 2.4% |
| 3 | 55 | 0.9% |
| 2 | 30 | 0.5% |
| 1 | 1 | < 0.1% |
Year
Real number (ℝ)
Missing 
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 103 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2006.9366 |
| Minimum | 1988 |
|---|---|
| Maximum | 2016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.3 KiB |
Quantile statistics
| Minimum | 1988 |
|---|---|
| 5-th percentile | 2001 |
| Q1 | 2004 |
| median | 2007 |
| Q3 | 2010 |
| 95-th percentile | 2014 |
| Maximum | 2016 |
| Range | 28 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.1848476 |
|---|---|
| Coefficient of variation (CV) | 0.0020851918 |
| Kurtosis | -0.57847808 |
| Mean | 2006.9366 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.16135698 |
| Sum | 12180098 |
| Variance | 17.512949 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2007 | 527 | 8.5% |
| 2005 | 519 | 8.4% |
| 2008 | 498 | 8.1% |
| 2003 | 488 | 7.9% |
| 2002 | 477 | 7.7% |
| 2009 | 471 | 7.6% |
| 2006 | 462 | 7.5% |
| 2004 | 451 | 7.3% |
| 2010 | 374 | 6.1% |
| 2011 | 355 | 5.8% |
| Other values (12) | 1447 |
| Value | Count | Frequency (%) |
| 1988 | 1 | < 0.1% |
| 1996 | 12 | 0.2% |
| 1997 | 27 | 0.4% |
| 1998 | 28 | 0.5% |
| 1999 | 39 | 0.6% |
| 2000 | 123 | 2.0% |
| 2001 | 270 | |
| 2002 | 477 | |
| 2003 | 488 | |
| 2004 | 451 |
| Value | Count | Frequency (%) |
| 2016 | 107 | 1.7% |
| 2015 | 180 | 2.9% |
| 2014 | 189 | 3.1% |
| 2013 | 208 | 3.4% |
| 2012 | 263 | |
| 2011 | 355 | |
| 2010 | 374 | |
| 2009 | 471 | |
| 2008 | 498 | |
| 2007 | 527 |
Genre
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 387.2 KiB |
| Action | |
|---|---|
| Sports | |
| Shooter | |
| Role-Playing | |
| Racing | |
| Other values (7) |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 7.2185677 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Action |
|---|---|
| 2nd row | Sports |
| 3rd row | Action |
| 4th row | Fighting |
| 5th row | Action |
Common Values
| Value | Count | Frequency (%) |
| Action | 1351 | |
| Sports | 930 | |
| Shooter | 721 | |
| Role-Playing | 639 | |
| Racing | 535 | 8.7% |
| Platform | 385 | 6.2% |
| Misc | 361 | 5.8% |
| Fighting | 319 | 5.2% |
| Strategy | 275 | 4.5% |
| Simulation | 266 | 4.3% |
| Other values (2) | 390 | 6.3% |
Length
| Value | Count | Frequency (%) |
| action | 1351 | |
| sports | 930 | |
| shooter | 721 | |
| role-playing | 639 | |
| racing | 535 | 8.7% |
| platform | 385 | 6.2% |
| misc | 361 | 5.8% |
| fighting | 319 | 5.2% |
| strategy | 275 | 4.5% |
| simulation | 266 | 4.3% |
| Other values (2) | 390 | 6.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 5013 | 11.3% |
| t | 4744 | 10.6% |
| i | 4056 | 9.1% |
| n | 3332 | 7.5% |
| r | 2533 | 5.7% |
| e | 2247 | 5.0% |
| c | 2247 | 5.0% |
| S | 2192 | 4.9% |
| a | 2100 | 4.7% |
| l | 2097 | 4.7% |
| Other values (17) | 13992 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44553 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 5013 | 11.3% |
| t | 4744 | 10.6% |
| i | 4056 | 9.1% |
| n | 3332 | 7.5% |
| r | 2533 | 5.7% |
| e | 2247 | 5.0% |
| c | 2247 | 5.0% |
| S | 2192 | 4.9% |
| a | 2100 | 4.7% |
| l | 2097 | 4.7% |
| Other values (17) | 13992 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44553 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 5013 | 11.3% |
| t | 4744 | 10.6% |
| i | 4056 | 9.1% |
| n | 3332 | 7.5% |
| r | 2533 | 5.7% |
| e | 2247 | 5.0% |
| c | 2247 | 5.0% |
| S | 2192 | 4.9% |
| a | 2100 | 4.7% |
| l | 2097 | 4.7% |
| Other values (17) | 13992 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44553 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 5013 | 11.3% |
| t | 4744 | 10.6% |
| i | 4056 | 9.1% |
| n | 3332 | 7.5% |
| r | 2533 | 5.7% |
| e | 2247 | 5.0% |
| c | 2247 | 5.0% |
| S | 2192 | 4.9% |
| a | 2100 | 4.7% |
| l | 2097 | 4.7% |
| Other values (17) | 13992 |
Publisher
Text
| Distinct | 244 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 426.6 KiB |
Length
| Max length | 38 |
|---|---|
| Median length | 27 |
| Mean length | 13.761951 |
| Min length | 3 |
Unique
| Unique | 86 ? |
|---|---|
| Unique (%) | 1.4% |
Sample
| 1st row | Nintendo |
|---|---|
| 2nd row | Activision |
| 3rd row | Take-Two Interactive |
| 4th row | Namco Bandai Games |
| 5th row | Take-Two Interactive |
| Value | Count | Frequency (%) |
| entertainment | 867 | 7.8% |
| electronic | 836 | 7.5% |
| arts | 836 | 7.5% |
| interactive | 681 | 6.1% |
| games | 614 | 5.5% |
| activision | 409 | 3.7% |
| ubisoft | 391 | 3.5% |
| sony | 330 | 3.0% |
| computer | 323 | 2.9% |
| nintendo | 315 | 2.8% |
| Other values (291) | 5580 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 8541 | 10.1% |
| e | 7553 | 8.9% |
| i | 7372 | 8.7% |
| n | 6986 | 8.2% |
| a | 5527 | 6.5% |
| o | 5408 | 6.4% |
| r | 5048 | 5.9% |
| 5011 | 5.9% | |
| c | 3892 | 4.6% |
| s | 3663 | 4.3% |
| Other values (53) | 25924 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 84925 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 8541 | 10.1% |
| e | 7553 | 8.9% |
| i | 7372 | 8.7% |
| n | 6986 | 8.2% |
| a | 5527 | 6.5% |
| o | 5408 | 6.4% |
| r | 5048 | 5.9% |
| 5011 | 5.9% | |
| c | 3892 | 4.6% |
| s | 3663 | 4.3% |
| Other values (53) | 25924 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 84925 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 8541 | 10.1% |
| e | 7553 | 8.9% |
| i | 7372 | 8.7% |
| n | 6986 | 8.2% |
| a | 5527 | 6.5% |
| o | 5408 | 6.4% |
| r | 5048 | 5.9% |
| 5011 | 5.9% | |
| c | 3892 | 4.6% |
| s | 3663 | 4.3% |
| Other values (53) | 25924 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 84925 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 8541 | 10.1% |
| e | 7553 | 8.9% |
| i | 7372 | 8.7% |
| n | 6986 | 8.2% |
| a | 5527 | 6.5% |
| o | 5408 | 6.4% |
| r | 5048 | 5.9% |
| 5011 | 5.9% | |
| c | 3892 | 4.6% |
| s | 3663 | 4.3% |
| Other values (53) | 25924 |
NA_Sales
Real number (ℝ)
High correlation  Zeros 
| Distinct | 361 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41823882 |
| Minimum | 0 |
|---|---|
| Maximum | 41.49 |
| Zeros | 501 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.06 |
| median | 0.15 |
| Q3 | 0.42 |
| 95-th percentile | 1.6445 |
| Maximum | 41.49 |
| Range | 41.49 |
| Interquartile range (IQR) | 0.36 |
Descriptive statistics
| Standard deviation | 1.0240816 |
|---|---|
| Coefficient of variation (CV) | 2.448557 |
| Kurtosis | 467.30319 |
| Mean | 0.41823882 |
| Median Absolute Deviation (MAD) | 0.12 |
| Skewness | 15.28473 |
| Sum | 2581.37 |
| Variance | 1.0487431 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 501 | 8.1% |
| 0.05 | 211 | 3.4% |
| 0.01 | 204 | 3.3% |
| 0.03 | 202 | 3.3% |
| 0.02 | 198 | 3.2% |
| 0.09 | 194 | 3.1% |
| 0.06 | 188 | 3.0% |
| 0.11 | 184 | 3.0% |
| 0.07 | 184 | 3.0% |
| 0.04 | 178 | 2.9% |
| Other values (351) | 3928 |
| Value | Count | Frequency (%) |
| 0 | 501 | |
| 0.01 | 204 | |
| 0.02 | 198 | 3.2% |
| 0.03 | 202 | |
| 0.04 | 178 | 2.9% |
| 0.05 | 211 | |
| 0.06 | 188 | 3.0% |
| 0.07 | 184 | 3.0% |
| 0.08 | 176 | 2.9% |
| 0.09 | 194 | 3.1% |
| Value | Count | Frequency (%) |
| 41.49 | 1 | |
| 15.85 | 1 | |
| 15.75 | 1 | |
| 14.97 | 1 | |
| 14.59 | 1 | |
| 14.03 | 1 | |
| 11.38 | 1 | |
| 9.81 | 1 | |
| 9.67 | 1 | |
| 9.63 | 1 |
EU_Sales
Real number (ℝ)
High correlation  Zeros 
| Distinct | 271 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.24947181 |
| Minimum | 0 |
|---|---|
| Maximum | 29.02 |
| Zeros | 773 |
| Zeros (%) | 12.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.02 |
| median | 0.06 |
| Q3 | 0.22 |
| 95-th percentile | 1.06 |
| Maximum | 29.02 |
| Range | 29.02 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 0.71297804 |
|---|---|
| Coefficient of variation (CV) | 2.8579504 |
| Kurtosis | 482.90039 |
| Mean | 0.24947181 |
| Median Absolute Deviation (MAD) | 0.06 |
| Skewness | 15.729898 |
| Sum | 1539.74 |
| Variance | 0.50833769 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 773 | 12.5% |
| 0.01 | 609 | 9.9% |
| 0.02 | 560 | 9.1% |
| 0.03 | 446 | 7.2% |
| 0.04 | 329 | 5.3% |
| 0.05 | 242 | 3.9% |
| 0.06 | 188 | 3.0% |
| 0.07 | 171 | 2.8% |
| 0.08 | 155 | 2.5% |
| 0.1 | 127 | 2.1% |
| Other values (261) | 2572 |
| Value | Count | Frequency (%) |
| 0 | 773 | |
| 0.01 | 609 | |
| 0.02 | 560 | |
| 0.03 | 446 | |
| 0.04 | 329 | |
| 0.05 | 242 | 3.9% |
| 0.06 | 188 | 3.0% |
| 0.07 | 171 | 2.8% |
| 0.08 | 155 | 2.5% |
| 0.09 | 121 | 2.0% |
| Value | Count | Frequency (%) |
| 29.02 | 1 | |
| 12.88 | 1 | |
| 11.01 | 1 | |
| 9.27 | 1 | |
| 9.23 | 1 | |
| 9.2 | 1 | |
| 8.59 | 1 | |
| 8.03 | 1 | |
| 7.57 | 1 | |
| 7.06 | 1 |
JP_Sales
Real number (ℝ)
Zeros 
| Distinct | 160 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.071088788 |
| Minimum | 0 |
|---|---|
| Maximum | 6.5 |
| Zeros | 4287 |
| Zeros (%) | 69.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.02 |
| 95-th percentile | 0.33 |
| Maximum | 6.5 |
| Range | 6.5 |
| Interquartile range (IQR) | 0.02 |
Descriptive statistics
| Standard deviation | 0.30051247 |
|---|---|
| Coefficient of variation (CV) | 4.2272836 |
| Kurtosis | 131.11076 |
| Mean | 0.071088788 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.8197996 |
| Sum | 438.76 |
| Variance | 0.090307743 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4287 | |
| 0.01 | 282 | 4.6% |
| 0.02 | 183 | 3.0% |
| 0.03 | 146 | 2.4% |
| 0.04 | 118 | 1.9% |
| 0.06 | 88 | 1.4% |
| 0.05 | 83 | 1.3% |
| 0.08 | 68 | 1.1% |
| 0.07 | 59 | 1.0% |
| 0.1 | 49 | 0.8% |
| Other values (150) | 809 | 13.1% |
| Value | Count | Frequency (%) |
| 0 | 4287 | |
| 0.01 | 282 | 4.6% |
| 0.02 | 183 | 3.0% |
| 0.03 | 146 | 2.4% |
| 0.04 | 118 | 1.9% |
| 0.05 | 83 | 1.3% |
| 0.06 | 88 | 1.4% |
| 0.07 | 59 | 1.0% |
| 0.08 | 68 | 1.1% |
| 0.09 | 37 | 0.6% |
| Value | Count | Frequency (%) |
| 6.5 | 1 | |
| 5.33 | 1 | |
| 5.32 | 1 | |
| 4.7 | 1 | |
| 4.36 | 1 | |
| 4.35 | 1 | |
| 4.13 | 2 | |
| 3.79 | 1 | |
| 3.77 | 1 | |
| 3.63 | 1 |
Other_Sales
Real number (ℝ)
High correlation  Zeros 
| Distinct | 143 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.085706416 |
| Minimum | 0 |
|---|---|
| Maximum | 10.57 |
| Zeros | 1198 |
| Zeros (%) | 19.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.01 |
| median | 0.02 |
| Q3 | 0.07 |
| 95-th percentile | 0.32 |
| Maximum | 10.57 |
| Range | 10.57 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.28182026 |
|---|---|
| Coefficient of variation (CV) | 3.2882049 |
| Kurtosis | 537.91455 |
| Mean | 0.085706416 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 18.476405 |
| Sum | 528.98 |
| Variance | 0.079422658 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01 | 1356 | |
| 0 | 1198 | |
| 0.02 | 673 | |
| 0.03 | 432 | 7.0% |
| 0.04 | 331 | 5.4% |
| 0.05 | 255 | 4.1% |
| 0.06 | 229 | 3.7% |
| 0.07 | 182 | 2.9% |
| 0.08 | 138 | 2.2% |
| 0.09 | 130 | 2.1% |
| Other values (133) | 1248 |
| Value | Count | Frequency (%) |
| 0 | 1198 | |
| 0.01 | 1356 | |
| 0.02 | 673 | |
| 0.03 | 432 | 7.0% |
| 0.04 | 331 | 5.4% |
| 0.05 | 255 | 4.1% |
| 0.06 | 229 | 3.7% |
| 0.07 | 182 | 2.9% |
| 0.08 | 138 | 2.2% |
| 0.09 | 130 | 2.1% |
| Value | Count | Frequency (%) |
| 10.57 | 1 | |
| 8.46 | 1 | |
| 7.53 | 1 | |
| 4.14 | 1 | |
| 3.31 | 1 | |
| 2.96 | 1 | |
| 2.93 | 1 | |
| 2.9 | 1 | |
| 2.85 | 1 | |
| 2.52 | 1 |
Global_Sales
Real number (ℝ)
High correlation 
| Distinct | 539 |
|---|---|
| Distinct (%) | 8.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8247197 |
| Minimum | 0.01 |
|---|---|
| Maximum | 82.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.3 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.03 |
| Q1 | 0.11 |
| median | 0.3 |
| Q3 | 0.81 |
| 95-th percentile | 3.1345 |
| Maximum | 82.74 |
| Range | 82.73 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 2.060152 |
|---|---|
| Coefficient of variation (CV) | 2.4980027 |
| Kurtosis | 461.6098 |
| Mean | 0.8247197 |
| Median Absolute Deviation (MAD) | 0.24 |
| Skewness | 15.424586 |
| Sum | 5090.17 |
| Variance | 4.2442263 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.02 | 206 | 3.3% |
| 0.05 | 184 | 3.0% |
| 0.03 | 173 | 2.8% |
| 0.04 | 157 | 2.5% |
| 0.06 | 143 | 2.3% |
| 0.08 | 140 | 2.3% |
| 0.07 | 133 | 2.2% |
| 0.09 | 128 | 2.1% |
| 0.11 | 123 | 2.0% |
| 0.1 | 123 | 2.0% |
| Other values (529) | 4662 |
| Value | Count | Frequency (%) |
| 0.01 | 86 | |
| 0.02 | 206 | |
| 0.03 | 173 | |
| 0.04 | 157 | |
| 0.05 | 184 | |
| 0.06 | 143 | |
| 0.07 | 133 | |
| 0.08 | 140 | |
| 0.09 | 128 | |
| 0.1 | 123 |
| Value | Count | Frequency (%) |
| 82.74 | 1 | |
| 35.82 | 1 | |
| 33 | 1 | |
| 30.01 | 1 | |
| 29.02 | 1 | |
| 28.62 | 1 | |
| 23.42 | 1 | |
| 22.72 | 1 | |
| 22 | 1 | |
| 21.82 | 1 |
Interactions
Correlations
| EU_Sales | Genre | Global_Sales | JP_Sales | NA_Sales | Other_Sales | Platform | Year | meta_score | user_review | |
|---|---|---|---|---|---|---|---|---|---|---|
| EU_Sales | 1.000 | 0.000 | 0.798 | 0.277 | 0.637 | 0.793 | 0.036 | 0.092 | 0.366 | 0.137 |
| Genre | 0.000 | 1.000 | 0.027 | 0.042 | 0.039 | 0.000 | 0.157 | 0.091 | 0.072 | 0.060 |
| Global_Sales | 0.798 | 0.027 | 1.000 | 0.439 | 0.909 | 0.889 | 0.039 | 0.073 | 0.402 | 0.173 |
| JP_Sales | 0.277 | 0.042 | 0.439 | 1.000 | 0.291 | 0.349 | 0.083 | 0.158 | 0.222 | 0.208 |
| NA_Sales | 0.637 | 0.039 | 0.909 | 0.291 | 1.000 | 0.773 | 0.054 | -0.021 | 0.340 | 0.146 |
| Other_Sales | 0.793 | 0.000 | 0.889 | 0.349 | 0.773 | 1.000 | 0.012 | 0.220 | 0.334 | 0.106 |
| Platform | 0.036 | 0.157 | 0.039 | 0.083 | 0.054 | 0.012 | 1.000 | 0.491 | 0.090 | 0.107 |
| Year | 0.092 | 0.091 | 0.073 | 0.158 | -0.021 | 0.220 | 0.491 | 1.000 | -0.004 | -0.261 |
| meta_score | 0.366 | 0.072 | 0.402 | 0.222 | 0.340 | 0.334 | 0.090 | -0.004 | 1.000 | 0.464 |
| user_review | 0.137 | 0.060 | 0.173 | 0.208 | 0.146 | 0.106 | 0.107 | -0.261 | 0.464 | 1.000 |
Missing values
Sample
| Name | Platform | release_date | meta_score | user_review | Year | Genre | Publisher | NA_Sales | EU_Sales | JP_Sales | Other_Sales | Global_Sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | The Legend of Zelda: Ocarina of Time | Nintendo 64 | November 23, 1998 | 99 | 9.0 | 1998.0 | Action | Nintendo | 4.10 | 1.89 | 1.45 | 0.16 | 7.60 |
| 1 | Tony Hawk's Pro Skater 2 | PlayStation | September 20, 2000 | 98 | 7.0 | 2000.0 | Sports | Activision | 3.05 | 1.41 | 0.02 | 0.20 | 4.68 |
| 2 | Grand Theft Auto IV | PlayStation 3 | April 29, 2008 | 98 | 8.0 | 2008.0 | Action | Take-Two Interactive | 4.76 | 3.76 | 0.44 | 1.62 | 10.57 |
| 3 | SoulCalibur | Dreamcast | September 8, 1999 | 98 | 8.0 | 1999.0 | Fighting | Namco Bandai Games | 0.00 | 0.00 | 0.34 | 0.00 | 0.34 |
| 4 | Grand Theft Auto IV | Xbox 360 | April 29, 2008 | 98 | 8.0 | 2008.0 | Action | Take-Two Interactive | 6.76 | 3.10 | 0.14 | 1.03 | 11.02 |
| 5 | Super Mario Galaxy | Wii | November 12, 2007 | 97 | 9.0 | 2007.0 | Platform | Nintendo | 6.16 | 3.40 | 1.20 | 0.76 | 11.52 |
| 6 | Super Mario Galaxy 2 | Wii | May 23, 2010 | 97 | 9.0 | 2010.0 | Platform | Nintendo | 3.66 | 2.42 | 0.98 | 0.64 | 7.69 |
| 7 | Grand Theft Auto V | Xbox One | November 18, 2014 | 97 | 8.0 | 2014.0 | Action | Take-Two Interactive | 2.66 | 2.01 | 0.00 | 0.41 | 5.08 |
| 8 | Grand Theft Auto V | PlayStation 3 | September 17, 2013 | 97 | 8.0 | 2013.0 | Action | Take-Two Interactive | 7.01 | 9.27 | 0.97 | 4.14 | 21.40 |
| 9 | Grand Theft Auto V | Xbox 360 | September 17, 2013 | 97 | 8.0 | 2013.0 | Action | Take-Two Interactive | 9.63 | 5.31 | 0.06 | 1.38 | 16.38 |
| Name | Platform | release_date | meta_score | user_review | Year | Genre | Publisher | NA_Sales | EU_Sales | JP_Sales | Other_Sales | Global_Sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6162 | Batman: Dark Tomorrow | Xbox | March 18, 2003 | 25 | 3.0 | 2003.0 | Action | Kemco | 0.08 | 0.02 | 0.0 | 0.00 | 0.11 |
| 6163 | Cruis'n | Wii | November 27, 2007 | 25 | 4.0 | 2007.0 | Racing | Midway Games | 0.10 | 0.01 | 0.0 | 0.01 | 0.12 |
| 6164 | Gravity Games Bike: Street Vert Dirt | PlayStation 2 | June 27, 2002 | 24 | 3.0 | 2002.0 | Sports | Midway Games | 0.05 | 0.04 | 0.0 | 0.01 | 0.10 |
| 6165 | Legends of Wrestling II | Game Boy Advance | November 25, 2002 | 24 | 4.0 | 2002.0 | Fighting | Acclaim Entertainment | 0.05 | 0.02 | 0.0 | 0.00 | 0.07 |
| 6166 | Pulse Racer | Xbox | January 2, 2003 | 24 | 2.0 | 2003.0 | Racing | Jaleco | 0.01 | 0.00 | 0.0 | 0.00 | 0.02 |
| 6167 | Fighter Within | Xbox One | November 19, 2013 | 23 | 3.0 | 2013.0 | Fighting | Ubisoft | 0.11 | 0.07 | 0.0 | 0.02 | 0.19 |
| 6168 | Homie Rollerz | DS | March 5, 2008 | 23 | 3.0 | 2008.0 | Racing | Destineer | 0.07 | 0.00 | 0.0 | 0.01 | 0.07 |
| 6169 | Charlie's Angels | GameCube | July 9, 2003 | 23 | 4.0 | 2003.0 | Action | Ubisoft | 0.01 | 0.00 | 0.0 | 0.00 | 0.02 |
| 6170 | Fast & Furious: Showdown | Xbox 360 | May 21, 2013 | 22 | 1.0 | 2013.0 | Action | Activision | 0.00 | 0.04 | 0.0 | 0.00 | 0.05 |
| 6171 | Drake of the 99 Dragons | Xbox | November 3, 2003 | 22 | 2.0 | NaN | Shooter | Unknown | 0.05 | 0.01 | 0.0 | 0.00 | 0.07 |
Duplicate rows
Most frequently occurring
| Name | Platform | release_date | meta_score | user_review | Year | Genre | Publisher | NA_Sales | EU_Sales | JP_Sales | Other_Sales | Global_Sales | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Naughty Bear | Xbox 360 | June 25, 2010 | 43 | 6.0 | 2010.0 | Action | 505 Games | 0.21 | 0.16 | 0.0 | 0.04 | 0.41 | 2 |